Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "117"
csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 117 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 85 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_
Found 83 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
            antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
        else:
            antnum = int(row['Ant'])
        if antnum != int(antenna):
            continue
        
        if np.issubdtype(type(row['Node']), np.integer):
            row['Node'] = str(row['Node'])
        if type(row['Node']) == str and row['Node'].isnumeric():
            row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 117, Node N07:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459902 digital_ok 100.00% 100.00% 100.00% 0.00% - - 12.981601 14.958089 10.368175 11.181561 7.701884 8.243182 1.423618 3.558545 0.0263 0.0253 0.0006 nan nan
2459901 digital_ok 100.00% 100.00% 100.00% 0.00% - - 13.128672 15.137758 9.244158 10.162196 7.016832 7.196012 1.421164 3.999173 0.0280 0.0345 0.0039 nan nan
2459900 digital_ok 100.00% 100.00% 100.00% 0.00% - - 11.836014 15.429113 9.719874 10.720682 8.898981 7.739975 1.124333 3.375511 0.0275 0.0314 0.0023 nan nan
2459898 digital_ok 100.00% 100.00% 100.00% 0.00% - - 10.617101 12.701138 9.213526 10.179473 8.173094 9.341826 2.004961 5.356116 0.0275 0.0316 0.0023 nan nan
2459897 digital_ok 100.00% 100.00% 100.00% 0.00% - - 10.356370 12.395025 9.239455 10.411431 9.373568 9.997995 1.854122 4.923011 0.0267 0.0256 0.0009 nan nan
2459896 digital_ok 100.00% 100.00% 100.00% 0.00% - - 10.643050 12.609316 9.507616 10.474682 9.871843 10.940386 1.400594 3.377377 0.0264 0.0256 0.0008 nan nan
2459895 digital_ok 100.00% 100.00% 100.00% 0.00% - - 13.254545 15.286427 12.383589 13.199927 10.132184 11.027967 6.021123 5.657132 0.0267 0.0258 0.0007 nan nan
2459894 digital_ok 100.00% 100.00% 100.00% 0.00% - - 12.224570 14.678052 8.448160 9.491679 9.726014 10.559623 2.049259 4.237395 0.0268 0.0258 0.0010 nan nan
2459893 digital_ok 100.00% 100.00% 100.00% 0.00% - - 12.568436 15.175688 8.981089 10.028374 8.131195 9.261049 2.813580 6.222883 0.0276 0.0291 0.0014 nan nan
2459892 digital_ok 100.00% 100.00% 100.00% 0.00% - - 12.689886 15.068280 10.553128 11.621292 6.542342 7.065120 1.887673 4.514036 0.0276 0.0347 0.0039 nan nan
2459891 digital_ok 100.00% 100.00% 100.00% 0.00% - - 11.265527 13.760726 10.352375 11.581099 8.484937 10.354846 1.703582 4.460829 0.0276 0.0313 0.0022 nan nan
2459890 digital_ok 100.00% 100.00% 100.00% 0.00% - - 11.869957 13.950015 12.839896 13.849988 8.100150 9.134803 0.677631 2.123006 0.0277 0.0305 0.0017 nan nan
2459889 digital_ok 100.00% 100.00% 100.00% 0.00% - - 13.233126 15.894825 9.955863 11.182377 11.026231 12.962639 3.300221 6.837957 0.0277 0.0327 0.0029 nan nan
2459888 digital_ok 100.00% 100.00% 100.00% 0.00% - - 13.519893 91.071229 54.417676 47.158358 25.028283 154.235407 335.300854 537.381148 0.0161 0.0162 0.0007 nan nan
2459887 digital_ok 100.00% 100.00% 100.00% 0.00% - - 11.842196 14.227957 12.138563 12.902709 7.395825 10.277983 1.320695 3.496842 0.0278 0.0324 0.0027 nan nan
2459886 digital_ok 100.00% 100.00% 100.00% 0.00% - - 16.621866 19.152610 10.557386 11.327582 6.442644 8.083421 2.609364 2.366627 0.0281 0.0351 0.0041 nan nan
2459885 digital_ok 100.00% 100.00% 100.00% 0.00% - - 20.337002 23.082248 62.229186 65.674176 14.090600 19.336940 16.519604 12.494786 0.0266 0.0254 0.0008 nan nan
2459884 digital_ok 100.00% 100.00% 100.00% 0.00% - - 11.276035 13.308502 11.659939 12.615843 7.965048 9.869477 1.225372 3.319598 0.0274 0.0302 0.0017 nan nan
2459883 digital_ok 100.00% 100.00% 100.00% 0.00% - - 15.859855 18.416887 56.225293 59.132535 7.859202 10.775550 4.209879 10.045477 0.0272 0.0316 0.0027 nan nan
2459882 digital_ok 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459881 digital_ok 100.00% 100.00% 100.00% 0.00% - - 14.870956 17.133487 71.668435 75.712585 22.038647 30.597408 7.472612 21.913037 0.0276 0.0311 0.0023 nan nan
2459880 digital_ok 100.00% 100.00% 100.00% 0.00% - - 18.113901 20.856728 59.348550 62.207994 6.735442 9.224108 2.089368 4.447404 0.0274 0.0306 0.0020 nan nan
2459879 digital_ok 100.00% 100.00% 100.00% 0.00% - - 9.494803 11.321427 10.438409 11.296779 1.350782 2.017032 1.842173 4.623612 0.0262 0.0252 0.0008 nan nan
2459878 digital_ok 100.00% 100.00% 100.00% 0.00% - - 16.320045 18.608886 71.849944 75.230192 11.554745 15.778171 7.005179 13.433663 0.0270 0.0287 0.0015 nan nan
2459876 digital_ok 100.00% 100.00% 100.00% 0.00% - - 18.479039 21.037263 51.688106 55.180976 29.935190 44.096823 6.031413 11.804332 0.0278 0.0328 0.0044 nan nan
2459875 digital_ok 100.00% 100.00% 100.00% 0.00% - - 19.464191 22.595902 67.749538 71.732346 13.481554 20.749349 3.575045 11.060534 0.0278 0.0321 0.0039 nan nan
2459874 digital_ok 100.00% 100.00% 100.00% 0.00% - - 27.496983 31.817148 35.276841 37.697335 18.355711 27.501217 4.356109 8.600461 0.0275 0.0322 0.0041 nan nan
2459873 digital_ok 100.00% 100.00% 100.00% 0.00% - - 20.702037 23.677447 45.707292 48.745898 7.374684 11.270164 2.343982 5.066059 0.0283 0.0329 0.0038 nan nan
2459872 digital_ok 100.00% 100.00% 100.00% 0.00% - - 18.070655 21.011849 58.544031 62.553406 20.302254 31.515391 2.719774 5.381285 0.0278 0.0298 0.0022 nan nan
2459871 digital_ok 100.00% 100.00% 100.00% 0.00% - - 14.498911 17.202211 63.124378 66.786059 18.186686 25.999439 1.568660 3.127767 0.0277 0.0309 0.0031 nan nan
2459870 digital_ok 100.00% 100.00% 100.00% 0.00% - - 24.474028 28.319430 47.440277 50.345479 11.045006 18.251421 5.113889 8.926039 0.0273 0.0310 0.0031 nan nan
2459869 digital_ok 100.00% 100.00% 100.00% 0.00% - - 20.613325 22.766893 47.429931 50.045702 15.979712 23.100610 5.994377 7.863425 0.0278 0.0326 0.0042 nan nan
2459868 digital_ok 100.00% 100.00% 100.00% 0.00% - - 22.304365 26.017723 71.870193 75.851339 10.943874 17.145700 4.221099 9.615364 0.0275 0.0319 0.0036 nan nan
2459867 digital_ok 100.00% 100.00% 100.00% 0.00% - - 15.562909 18.663192 56.403070 59.981774 5.923497 10.050600 2.733114 5.839415 0.0276 0.0317 0.0033 nan nan
2459866 digital_ok 100.00% 100.00% 100.00% 0.00% - - 17.986451 21.231322 53.165985 56.726566 6.815218 11.346878 2.381233 3.778419 0.0278 0.0347 0.0054 nan nan
2459865 digital_ok 100.00% 100.00% 100.00% 0.00% - - 19.965871 24.165186 64.698272 69.251265 15.957774 24.077408 14.960387 13.676201 0.0276 0.0296 0.0021 nan nan
2459864 digital_ok 100.00% 100.00% 100.00% 0.00% - - 24.122932 29.055499 25.856475 28.388254 8.402641 13.472319 4.658406 10.601366 0.0276 0.0304 0.0023 nan nan
2459863 digital_ok 100.00% 100.00% 100.00% 0.00% - - 14.614176 17.687214 8.187878 9.153651 3.127101 5.224011 1.834099 4.474020 0.0273 0.0311 0.0030 nan nan
2459862 digital_ok 100.00% 100.00% 100.00% 0.00% - - 14.523207 17.897548 29.534118 32.636127 12.499040 19.084122 1.426975 3.296008 0.0277 0.0328 0.0038 nan nan
2459861 digital_ok 100.00% 100.00% 100.00% 0.00% - - 11.148989 13.360104 8.240079 9.369622 2.636432 3.329967 1.585610 4.139161 0.0276 0.0305 0.0026 nan nan
2459860 digital_ok 100.00% 100.00% 100.00% 0.00% - - 12.199482 14.677408 24.712981 27.156191 14.903698 21.803902 1.786339 3.492465 0.0272 0.0304 0.0027 nan nan
2459859 digital_ok 100.00% 100.00% 100.00% 0.00% - - 10.205199 12.556175 8.902372 10.055241 2.350371 2.921069 0.854579 2.401374 0.0277 0.0313 0.0031 nan nan
2459858 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 11.094904 13.405770 9.208651 10.313617 2.424045 3.065838 1.608488 4.098259 0.0276 0.0313 0.0031 1.203227 1.197380
2459857 digital_ok 100.00% 100.00% 100.00% 0.00% - - 5.630664 5.219588 1.538341 2.134513 0.009864 3.872686 5.126125 14.494435 0.0265 0.0232 0.0017 nan nan
2459856 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 16.483566 20.113091 23.225246 25.417648 6.840771 12.322249 2.767899 5.423829 0.0280 0.0317 0.0033 1.220251 1.212565
2459855 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 17.301739 19.833631 24.279330 26.354313 2.616631 4.289259 0.910225 2.210288 0.0279 0.0323 0.0035 1.191535 1.186320
2459854 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 17.389780 18.310327 18.591335 20.135866 3.737423 4.255295 3.288178 5.949490 0.0278 0.0318 0.0033 1.216973 1.211584
2459853 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 14.403660 17.543541 25.259488 27.863669 7.252044 11.133811 3.065071 5.836944 0.0276 0.0327 0.0042 1.210436 1.201127
2459852 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 13.816869 17.701358 26.216631 29.271484 15.779585 20.049873 16.674647 16.448426 0.0271 0.0290 0.0017 1.175586 1.172236
2459850 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 13.761424 20.403151 23.114965 25.920001 10.408912 19.874972 6.283832 18.831946 0.0275 0.0305 0.0026 1.199144 1.190040
2459849 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 15.987014 19.165618 46.609552 51.187326 7.196508 13.040229 3.643194 8.303026 0.0274 0.0316 0.0033 1.207937 1.199031
2459848 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 14.426500 17.077771 29.951169 33.287775 14.355314 21.888279 1.242887 4.205067 0.0275 0.0322 0.0039 1.203630 1.198845
2459847 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 16.597362 19.668292 27.972391 31.414819 21.629479 28.071034 0.120008 1.624866 0.0274 0.0291 0.0016 1.210893 1.204691
2459846 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 26.055186 28.489655 33.915947 36.343318 21.851918 21.191096 3.828109 4.726425 0.0272 0.0284 0.0013 1.188304 1.191179
2459845 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459844 digital_ok 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459843 digital_ok 100.00% 100.00% 99.45% 0.00% 100.00% 0.00% 18.171695 20.273842 15.322210 16.687280 64.382277 70.800352 0.037918 -0.096480 0.0287 0.0928 0.0511 1.256043 1.277511
2459840 digital_ok 0.00% 100.00% 100.00% 0.00% - - 1.209421 0.680139 1.134739 1.212265 1.008307 0.314623 -0.650405 -2.263332 0.0276 0.0248 0.0022 nan nan
2459839 digital_ok 100.00% - - - - - 0.999081 0.247763 14.500012 14.114862 4.975380 3.669921 12.999624 11.271941 nan nan nan nan nan
2459838 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 16.664051 20.016918 18.011575 19.562857 21.465975 31.219233 0.106256 -0.096987 0.0284 0.0558 0.0178 1.173173 1.196367
2459836 digital_ok - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0554 0.0674 0.0006 nan nan
2459835 digital_ok 0.00% 100.00% 100.00% 0.00% - - 0.331087 0.057206 2.177874 1.998812 0.561404 -0.458385 -0.623265 -1.492391 0.0611 0.0628 -0.0015 nan nan
2459833 digital_ok 0.00% 100.00% 100.00% 0.00% - - 0.796120 0.712300 3.258206 3.211283 2.213129 0.004896 -0.358469 -1.751848 0.0767 0.0828 0.0016 nan nan
2459832 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% 1.053550 0.660086 3.441466 3.568242 1.142015 -0.812564 -0.934431 -1.358033 0.8138 0.5430 0.5773 2.103895 1.651228
2459831 digital_ok 100.00% 100.00% 44.89% 0.00% - - 1.706109 0.155805 18.232628 17.566711 6.364690 4.960690 -0.509843 -1.923339 0.2166 0.2512 0.0564 nan nan
2459830 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.768332 0.851405 5.508717 5.461893 3.426457 0.961183 -1.067331 -1.981150 0.8146 0.5622 0.5530 5.913226 5.181606
2459829 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.640250 0.849415 5.249329 5.302716 1.981477 0.600922 -0.513071 -1.526467 0.7541 0.6819 0.4139 13.573597 16.474962
2459828 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.654793 1.017515 4.172508 4.289003 4.446967 2.379093 -1.547389 -2.301147 0.8116 0.5633 0.5424 3.874788 3.670239
2459827 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.261838 1.046594 7.002217 7.079434 1.434016 0.396057 0.945010 -0.726477 0.7471 0.6697 0.4298 12.024668 11.162623
2459826 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.049196 1.230287 6.040814 6.291068 6.737155 3.667565 -1.150888 -1.584958 0.7972 0.5407 0.5431 0.000000 0.000000
2459825 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.750120 1.105408 3.895990 4.078068 2.311273 1.259878 -0.868477 -1.012591 0.8031 0.5750 0.5298 7.383890 6.524702
2459824 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.122216 0.945873 4.880797 5.094955 -0.798067 -1.270677 -0.357337 -0.866763 0.6957 0.7307 0.3920 7.805289 7.031568
2459823 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 3.293578 2.307048 5.183036 5.516737 4.995661 5.092739 -1.095148 -1.536233 0.7526 0.6417 0.4844 166.986820 171.706242
2459822 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.840545 1.786963 5.677866 5.745628 4.272387 3.085362 -0.919780 -1.012424 0.7932 0.5761 0.5315 5.848053 5.642379
2459821 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 3.433047 2.873346 4.978774 5.492063 1.759841 1.887078 -1.642215 -1.810884 0.7963 0.5982 0.5283 5.591053 5.203886
2459820 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.767217 1.406291 5.863985 5.663937 7.720127 2.459588 -0.288660 -1.287972 0.7557 0.6740 0.4430 4.692822 4.935374
2459817 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% 2.882444 1.894961 3.925535 3.706619 3.616925 2.838962 -0.787475 -0.791969 0.7996 0.6352 0.5263 1.911886 1.684048
2459816 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.834542 1.218014 5.347671 4.228469 5.006655 3.066430 -0.676319 -1.102527 0.8493 0.5927 0.5975 4.426738 4.187427
2459815 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.575080 1.625580 4.506063 3.781480 5.184006 3.775781 -1.242848 -1.124100 0.8060 0.6699 0.5158 5.083047 5.274326
2459814 digital_ok 0.00% - - - - - nan nan nan nan nan nan nan nan nan nan nan nan nan
2459813 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 4.541582 4.649078 4.741199 4.962308 12.024689 10.652223 -0.453702 -0.975268 0.7745 0.7065 0.4284 0.000000 0.000000

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 117: 2459902

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
117 N07 digital_ok nn Shape 14.958089 12.981601 14.958089 10.368175 11.181561 7.701884 8.243182 1.423618 3.558545

Antenna 117: 2459901

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
117 N07 digital_ok nn Shape 15.137758 13.128672 15.137758 9.244158 10.162196 7.016832 7.196012 1.421164 3.999173

Antenna 117: 2459900

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
117 N07 digital_ok nn Shape 15.429113 11.836014 15.429113 9.719874 10.720682 8.898981 7.739975 1.124333 3.375511

Antenna 117: 2459898

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
117 N07 digital_ok nn Shape 12.701138 12.701138 10.617101 10.179473 9.213526 9.341826 8.173094 5.356116 2.004961

Antenna 117: 2459897

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
117 N07 digital_ok nn Shape 12.395025 12.395025 10.356370 10.411431 9.239455 9.997995 9.373568 4.923011 1.854122

Antenna 117: 2459896

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
117 N07 digital_ok nn Shape 12.609316 12.609316 10.643050 10.474682 9.507616 10.940386 9.871843 3.377377 1.400594

Antenna 117: 2459895

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
117 N07 digital_ok nn Shape 15.286427 13.254545 15.286427 12.383589 13.199927 10.132184 11.027967 6.021123 5.657132

Antenna 117: 2459894

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
117 N07 digital_ok nn Shape 14.678052 14.678052 12.224570 9.491679 8.448160 10.559623 9.726014 4.237395 2.049259

Antenna 117: 2459893

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
117 N07 digital_ok nn Shape 15.175688 12.568436 15.175688 8.981089 10.028374 8.131195 9.261049 2.813580 6.222883

Antenna 117: 2459892

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
117 N07 digital_ok nn Shape 15.068280 15.068280 12.689886 11.621292 10.553128 7.065120 6.542342 4.514036 1.887673

Antenna 117: 2459891

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
117 N07 digital_ok nn Shape 13.760726 11.265527 13.760726 10.352375 11.581099 8.484937 10.354846 1.703582 4.460829

Antenna 117: 2459890

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
117 N07 digital_ok nn Shape 13.950015 13.950015 11.869957 13.849988 12.839896 9.134803 8.100150 2.123006 0.677631

Antenna 117: 2459889

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
117 N07 digital_ok nn Shape 15.894825 13.233126 15.894825 9.955863 11.182377 11.026231 12.962639 3.300221 6.837957

Antenna 117: 2459888

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
117 N07 digital_ok nn Temporal Discontinuties 537.381148 91.071229 13.519893 47.158358 54.417676 154.235407 25.028283 537.381148 335.300854

Antenna 117: 2459887

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
117 N07 digital_ok nn Shape 14.227957 14.227957 11.842196 12.902709 12.138563 10.277983 7.395825 3.496842 1.320695

Antenna 117: 2459886

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
117 N07 digital_ok nn Shape 19.152610 16.621866 19.152610 10.557386 11.327582 6.442644 8.083421 2.609364 2.366627

Antenna 117: 2459885

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
117 N07 digital_ok nn Power 65.674176 23.082248 20.337002 65.674176 62.229186 19.336940 14.090600 12.494786 16.519604

Antenna 117: 2459884

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
117 N07 digital_ok nn Shape 13.308502 13.308502 11.276035 12.615843 11.659939 9.869477 7.965048 3.319598 1.225372

Antenna 117: 2459883

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
117 N07 digital_ok nn Power 59.132535 18.416887 15.859855 59.132535 56.225293 10.775550 7.859202 10.045477 4.209879

Antenna 117: 2459882

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
117 N07 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 117: 2459881

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
117 N07 digital_ok nn Power 75.712585 17.133487 14.870956 75.712585 71.668435 30.597408 22.038647 21.913037 7.472612

Antenna 117: 2459880

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
117 N07 digital_ok nn Power 62.207994 20.856728 18.113901 62.207994 59.348550 9.224108 6.735442 4.447404 2.089368

Antenna 117: 2459879

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
117 N07 digital_ok nn Shape 11.321427 11.321427 9.494803 11.296779 10.438409 2.017032 1.350782 4.623612 1.842173

Antenna 117: 2459878

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
117 N07 digital_ok nn Power 75.230192 18.608886 16.320045 75.230192 71.849944 15.778171 11.554745 13.433663 7.005179

Antenna 117: 2459876

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
117 N07 digital_ok nn Power 55.180976 18.479039 21.037263 51.688106 55.180976 29.935190 44.096823 6.031413 11.804332

Antenna 117: 2459875

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
117 N07 digital_ok nn Power 71.732346 19.464191 22.595902 67.749538 71.732346 13.481554 20.749349 3.575045 11.060534

Antenna 117: 2459874

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
117 N07 digital_ok nn Power 37.697335 27.496983 31.817148 35.276841 37.697335 18.355711 27.501217 4.356109 8.600461

Antenna 117: 2459873

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
117 N07 digital_ok nn Power 48.745898 20.702037 23.677447 45.707292 48.745898 7.374684 11.270164 2.343982 5.066059

Antenna 117: 2459872

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
117 N07 digital_ok nn Power 62.553406 21.011849 18.070655 62.553406 58.544031 31.515391 20.302254 5.381285 2.719774

Antenna 117: 2459871

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
117 N07 digital_ok nn Power 66.786059 17.202211 14.498911 66.786059 63.124378 25.999439 18.186686 3.127767 1.568660

Antenna 117: 2459870

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
117 N07 digital_ok nn Power 50.345479 24.474028 28.319430 47.440277 50.345479 11.045006 18.251421 5.113889 8.926039

Antenna 117: 2459869

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
117 N07 digital_ok nn Power 50.045702 20.613325 22.766893 47.429931 50.045702 15.979712 23.100610 5.994377 7.863425

Antenna 117: 2459868

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
117 N07 digital_ok nn Power 75.851339 22.304365 26.017723 71.870193 75.851339 10.943874 17.145700 4.221099 9.615364

Antenna 117: 2459867

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
117 N07 digital_ok nn Power 59.981774 15.562909 18.663192 56.403070 59.981774 5.923497 10.050600 2.733114 5.839415

Antenna 117: 2459866

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
117 N07 digital_ok nn Power 56.726566 21.231322 17.986451 56.726566 53.165985 11.346878 6.815218 3.778419 2.381233

Antenna 117: 2459865

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
117 N07 digital_ok nn Power 69.251265 19.965871 24.165186 64.698272 69.251265 15.957774 24.077408 14.960387 13.676201

Antenna 117: 2459864

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
117 N07 digital_ok nn Shape 29.055499 29.055499 24.122932 28.388254 25.856475 13.472319 8.402641 10.601366 4.658406

Antenna 117: 2459863

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
117 N07 digital_ok nn Shape 17.687214 14.614176 17.687214 8.187878 9.153651 3.127101 5.224011 1.834099 4.474020

Antenna 117: 2459862

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
117 N07 digital_ok nn Power 32.636127 14.523207 17.897548 29.534118 32.636127 12.499040 19.084122 1.426975 3.296008

Antenna 117: 2459861

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
117 N07 digital_ok nn Shape 13.360104 13.360104 11.148989 9.369622 8.240079 3.329967 2.636432 4.139161 1.585610

Antenna 117: 2459860

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
117 N07 digital_ok nn Power 27.156191 12.199482 14.677408 24.712981 27.156191 14.903698 21.803902 1.786339 3.492465

Antenna 117: 2459859

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
117 N07 digital_ok nn Shape 12.556175 10.205199 12.556175 8.902372 10.055241 2.350371 2.921069 0.854579 2.401374

Antenna 117: 2459858

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
117 N07 digital_ok nn Shape 13.405770 13.405770 11.094904 10.313617 9.208651 3.065838 2.424045 4.098259 1.608488

Antenna 117: 2459857

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
117 N07 digital_ok nn Temporal Discontinuties 14.494435 5.219588 5.630664 2.134513 1.538341 3.872686 0.009864 14.494435 5.126125

Antenna 117: 2459856

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
117 N07 digital_ok nn Power 25.417648 16.483566 20.113091 23.225246 25.417648 6.840771 12.322249 2.767899 5.423829

Antenna 117: 2459855

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
117 N07 digital_ok nn Power 26.354313 19.833631 17.301739 26.354313 24.279330 4.289259 2.616631 2.210288 0.910225

Antenna 117: 2459854

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
117 N07 digital_ok nn Power 20.135866 18.310327 17.389780 20.135866 18.591335 4.255295 3.737423 5.949490 3.288178

Antenna 117: 2459853

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
117 N07 digital_ok nn Power 27.863669 17.543541 14.403660 27.863669 25.259488 11.133811 7.252044 5.836944 3.065071

Antenna 117: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
117 N07 digital_ok nn Power 29.271484 13.816869 17.701358 26.216631 29.271484 15.779585 20.049873 16.674647 16.448426

Antenna 117: 2459850

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
117 N07 digital_ok nn Power 25.920001 13.761424 20.403151 23.114965 25.920001 10.408912 19.874972 6.283832 18.831946

Antenna 117: 2459849

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
117 N07 digital_ok nn Power 51.187326 15.987014 19.165618 46.609552 51.187326 7.196508 13.040229 3.643194 8.303026

Antenna 117: 2459848

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
117 N07 digital_ok nn Power 33.287775 17.077771 14.426500 33.287775 29.951169 21.888279 14.355314 4.205067 1.242887

Antenna 117: 2459847

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
117 N07 digital_ok nn Power 31.414819 19.668292 16.597362 31.414819 27.972391 28.071034 21.629479 1.624866 0.120008

Antenna 117: 2459846

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
117 N07 digital_ok nn Power 36.343318 26.055186 28.489655 33.915947 36.343318 21.851918 21.191096 3.828109 4.726425

Antenna 117: 2459845

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
117 N07 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 117: 2459844

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
117 N07 digital_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 117: 2459843

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
117 N07 digital_ok nn Temporal Variability 70.800352 20.273842 18.171695 16.687280 15.322210 70.800352 64.382277 -0.096480 0.037918

Antenna 117: 2459840

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
117 N07 digital_ok nn Power 1.212265 1.209421 0.680139 1.134739 1.212265 1.008307 0.314623 -0.650405 -2.263332

Antenna 117: 2459839

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
117 N07 digital_ok ee Power 14.500012 0.247763 0.999081 14.114862 14.500012 3.669921 4.975380 11.271941 12.999624

Antenna 117: 2459838

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
117 N07 digital_ok nn Temporal Variability 31.219233 20.016918 16.664051 19.562857 18.011575 31.219233 21.465975 -0.096987 0.106256

Antenna 117: 2459835

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
117 N07 digital_ok ee Power 2.177874 0.057206 0.331087 1.998812 2.177874 -0.458385 0.561404 -1.492391 -0.623265

Antenna 117: 2459833

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
117 N07 digital_ok ee Power 3.258206 0.712300 0.796120 3.211283 3.258206 0.004896 2.213129 -1.751848 -0.358469

Antenna 117: 2459832

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
117 N07 digital_ok nn Power 3.568242 1.053550 0.660086 3.441466 3.568242 1.142015 -0.812564 -0.934431 -1.358033

Antenna 117: 2459831

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
117 N07 digital_ok ee Power 18.232628 1.706109 0.155805 18.232628 17.566711 6.364690 4.960690 -0.509843 -1.923339

Antenna 117: 2459830

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
117 N07 digital_ok ee Power 5.508717 1.768332 0.851405 5.508717 5.461893 3.426457 0.961183 -1.067331 -1.981150

Antenna 117: 2459829

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
117 N07 digital_ok nn Power 5.302716 0.849415 1.640250 5.302716 5.249329 0.600922 1.981477 -1.526467 -0.513071

Antenna 117: 2459828

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
117 N07 digital_ok ee Temporal Variability 4.446967 1.017515 1.654793 4.289003 4.172508 2.379093 4.446967 -2.301147 -1.547389

Antenna 117: 2459827

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
117 N07 digital_ok nn Power 7.079434 1.261838 1.046594 7.002217 7.079434 1.434016 0.396057 0.945010 -0.726477

Antenna 117: 2459826

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
117 N07 digital_ok ee Temporal Variability 6.737155 1.230287 2.049196 6.291068 6.040814 3.667565 6.737155 -1.584958 -1.150888

Antenna 117: 2459825

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
117 N07 digital_ok nn Power 4.078068 1.105408 1.750120 4.078068 3.895990 1.259878 2.311273 -1.012591 -0.868477

Antenna 117: 2459824

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
117 N07 digital_ok nn Power 5.094955 -0.122216 0.945873 4.880797 5.094955 -0.798067 -1.270677 -0.357337 -0.866763

Antenna 117: 2459823

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
117 N07 digital_ok nn Power 5.516737 2.307048 3.293578 5.516737 5.183036 5.092739 4.995661 -1.536233 -1.095148

Antenna 117: 2459822

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
117 N07 digital_ok nn Power 5.745628 2.840545 1.786963 5.677866 5.745628 4.272387 3.085362 -0.919780 -1.012424

Antenna 117: 2459821

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
117 N07 digital_ok nn Power 5.492063 2.873346 3.433047 5.492063 4.978774 1.887078 1.759841 -1.810884 -1.642215

Antenna 117: 2459820

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
117 N07 digital_ok ee Temporal Variability 7.720127 1.767217 1.406291 5.863985 5.663937 7.720127 2.459588 -0.288660 -1.287972

Antenna 117: 2459817

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
117 N07 digital_ok ee Power 3.925535 2.882444 1.894961 3.925535 3.706619 3.616925 2.838962 -0.787475 -0.791969

Antenna 117: 2459816

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
117 N07 digital_ok ee Power 5.347671 1.218014 1.834542 4.228469 5.347671 3.066430 5.006655 -1.102527 -0.676319

Antenna 117: 2459815

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
117 N07 digital_ok ee Temporal Variability 5.184006 1.625580 2.575080 3.781480 4.506063 3.775781 5.184006 -1.124100 -1.242848

Antenna 117: 2459814

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
117 N07 digital_ok nn Shape nan nan nan nan nan nan nan nan nan

Antenna 117: 2459813

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
117 N07 digital_ok ee Temporal Variability 12.024689 4.649078 4.541582 4.962308 4.741199 10.652223 12.024689 -0.975268 -0.453702
In [ ]: